{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# P2P0 Finite Elements for Stokes Equations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example is to show the convergence of P2-P0 finite elements for the Stokes equation on the unit square:\n",
    "\n",
    "$$- \\Delta u + {\\rm grad}\\, p  = f \\quad {\\rm div}\\, u    = 0  \\quad  \\text{ in } \\quad \\Omega,$$\n",
    "\n",
    "with the pure Dirichlet boundary condition. The solver is based on a DGS type smoother. \n",
    "\n",
    "**References**:\n",
    "- [Finite Element Methods For Stokes Equations](http://www.math.uci.edu/~chenlong/226/FEMStokes.pdf)\n",
    "- [Project: Finite Element Methods for Stokes Equations](../project/projectFEM.html)\n",
    "\n",
    "**Subroutines**:\n",
    "\n",
    "    - StokesP2P0\n",
    "    - squareStokes\n",
    "    - femStokes\n",
    "    - Stokesfemrate\n",
    "    \n",
    "The method is implemented in `StokesP2P0` subroutine and can be tested in `squareStokes`. Together with other elements (P2P0, P2P1, isoP2P0, isoP2P1, P1bP1), `femStokes` provides a concise interface to solve Stokes equation. The P2-P0 element is tested in `Stokesfemrate`. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## P2-P0 element\n",
    "\n",
    "The velocity is P2 Lagrange element and the pressure is P0 piecewise constant element. \n",
    "\n",
    "We plot the dof below and refer to [PoissonP2femrate](PoissonP2femrate.html) for basis and data structure for P2 element on triangles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear all;\n",
    "imatlab_export_fig('print-png')  % Static png figures.\n",
    "%% Local indexing of DOFs\n",
    "node = [0,0; 1,0; 0.5, sqrt(3)/2];\n",
    "elem = [1 2 3];\n",
    "edge = [2 3; 1 3; 1 2];\n",
    "% elem2dof = 1:6;\n",
    "set(gcf,'Units','normal'); \n",
    "set(gcf,'Position',[0,0,0.3,0.2]);\n",
    "subplot(1,2,1)\n",
    "showmesh(node,elem);\n",
    "findnode(node);\n",
    "findedgedof(node,edge);\n",
    "subplot(1,2,2)\n",
    "showmesh(node,elem);\n",
    "findelem(node,elem);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dirichlet boundary condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%% Setting\n",
    "% mesh\n",
    "[node,elem] = squaremesh([0,1,0,1],0.25);\n",
    "[node,elem] = uniformrefine(node,elem);\n",
    "bdFlag = setboundary(node,elem,'Dirichlet');\n",
    "mesh = struct('node',node,'elem',elem,'bdFlag',bdFlag);\n",
    "% pde\n",
    "pde = Stokesdata1; \n",
    "% options\n",
    "option.L0 = 0;\n",
    "option.maxIt = 4;\n",
    "option.printlevel = 1;\n",
    "option.solver = 'mg';"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#dof:   2434,  #nnz:  25570, level:  3  MG WCYCLE iter: 12,  err = 2.2087e-09,  time = 0.16 s\n",
      "#dof:   9986,  #nnz: 108386, level:  4  MG WCYCLE iter: 12,  err = 3.3394e-09,  time = 0.25 s\n",
      "#dof:  40450,  #nnz: 446050, level:  5  MG WCYCLE iter: 12,  err = 3.8477e-09,  time =  1.1 s\n",
      "#dof: 162818,  #nnz: 1809506, level:  6  MG WCYCLE iter: 12,  err = 4.0427e-09,  time =  5.3 s\n",
      "Table: Error\n",
      " #Dof        h      |u_I-u_h|_1    ||u-u_h||   ||u_I-u_h||_{max}\n",
      "\n",
      "  2690   6.25e-02   6.64680e-01   1.21603e-02   3.81899e-02\n",
      " 10498   3.12e-02   3.40775e-01   3.17639e-03   1.02211e-02\n",
      " 41474   1.56e-02   1.72404e-01   8.10961e-04   2.67100e-03\n",
      "164866   7.81e-03   8.66869e-02   2.04806e-04   6.91748e-04\n",
      "\n",
      " #Dof        h      ||p_I-p_h||    ||p-p_h||   \n",
      "\n",
      "  2690   6.25e-02   1.08871e-01   7.05209e-01\n",
      " 10498   3.12e-02   3.49510e-02   3.50301e-01\n",
      " 41474   1.56e-02   1.06474e-02   1.74622e-01\n",
      "164866   7.81e-03   3.15916e-03   8.72085e-02\n",
      "\n",
      "Table: CPU time\n",
      " #Dof    Assemble     Solve      Error      Mesh    \n",
      "\n",
      "  2690   8.00e-02   1.60e-01   4.00e-02   1.00e-02\n",
      " 10498   3.00e-02   2.50e-01   2.00e-02   0.00e+00\n",
      " 41474   1.00e-01   1.07e+00   8.00e-02   1.00e-02\n",
      "164866   4.40e-01   5.33e+00   1.50e-01   2.00e-02\n",
      "\n"
     ]
    },
    {
     "data": {
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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "option.elemType = 'P2P0';\n",
    "femStokes(mesh,pde,option);"
   ]
  },
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   "source": [
    "## Conclusion\n",
    "\n",
    "Optimal order convergence of velocity and pressure is observed. First order for velocity in H1 norm and for pressure in L2 norm. Second order for velocity in L2 and maximum norm. For pressue, superconvergence between interpolate pI and ph is observed.\n",
    "\n",
    "Multigrid solver based on DGS smoother converges uniformly."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To-Do: test other boundary conditions."
   ]
  }
 ],
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